├── .DS_Store ├── .ipynb_checkpoints └── Data Analytics Week 1- Week 2-checkpoint.ipynb ├── Lecture_1 ├── .ipynb_checkpoints │ └── Data_Analytics_Week_1-checkpoint.ipynb ├── Data_Analytics_Week_1.ipynb └── iframe_figures │ ├── figure_10.html │ ├── figure_16.html │ ├── figure_17.html │ ├── figure_2.html │ ├── figure_22.html │ ├── figure_23.html │ ├── figure_24.html │ ├── figure_25.html │ ├── figure_27.html │ ├── figure_3.html │ ├── figure_31.html │ ├── figure_4.html │ ├── figure_5.html │ ├── figure_6.html │ ├── figure_7.html │ └── figure_9.html ├── Lecture_2 ├── .DS_Store ├── Bar_charts │ ├── barcharts.ipynb │ └── customer_purchase.csv ├── Line_Plots │ ├── HR_OT_CLAIMS.csv │ ├── Introduction.ipynb │ ├── anomaly_detection.csv │ ├── basic_line_chart.csv │ └── lifeExpectancy-HealthcareSpending.csv ├── Linear_Plots │ ├── machine.data.txt │ ├── machine.names.txt │ ├── regression.ipynb │ ├── wine.txt │ └── winequality.txt ├── Logistics │ ├── Logistic.ipynb │ ├── bank-full.csv │ ├── bank-names.txt │ └── bank.csv ├── PROGRAMMING_ASSIGNMENT.ipynb ├── Pie_Chart │ ├── customer_purchase.csv │ └── piecharts.ipynb ├── Scatter_Plot │ ├── Basic_Scatterplot.ipynb │ ├── CompaniesRevenueEmployees.csv │ ├── GapminderData.csv │ ├── Introduction.ipynb │ ├── LifeExpectancyCigarettePrices.csv │ └── irisDataset.csv └── Time_Series_Plots │ ├── Linear_Models.ipynb │ └── games.csv ├── Lecture_3 ├── INTRO_ML_3.pdf └── PROGRAMMING_ASSIGNMENT_3.ipynb ├── Lecture_4 ├── CLUSTERING.pdf ├── CLUSTERING_Programming_Assignment │ ├── BERNOULLI_MIXTURE_MODELLING.ipynb │ └── Programming_Assigment.ipynb ├── Clustering_Validation │ ├── .ipynb_checkpoints │ │ └── CLUSTERING_VALIDATION-checkpoint.ipynb │ └── CLUSTERING_VALIDATION.ipynb ├── DBSCAN │ ├── DBSCAN_INTRO.ipynb │ ├── DBSCAN_PROGRAMMING_ASSIGNMENT.ipynb │ └── Hyperparameter_Tuning.ipynb ├── Hierarchical Clustering │ └── Hierarchical_Clustering.ipynb └── K_MEANS │ ├── 1-Kmeans-Clustering.ipynb │ ├── 2-Color-Image-Quantization.ipynb │ ├── 3-Kmeans-PROGRAMMING_ASSIGNMENT.ipynb │ ├── bank-full.csv │ └── flowers.jpg ├── Lecture_5 ├── .DS_Store ├── Feature_Engineering │ ├── Encoding_Categorical_Data.ipynb │ ├── Missing_Data.ipynb │ └── Outliers.ipynb ├── Linear_Regression │ ├── 1_Simple-Linear-Regression.ipynb │ ├── 2_Linear-Regression.ipynb │ ├── 3_Polynomial_Regression.ipynb │ ├── 4_Regularization.ipynb │ └── Programming_Assignment.ipynb └── The_Odd_Case_Of_Logistic_Regression │ ├── 1-Logistic-Regression.ipynb │ ├── 2-Multi-Class-Logistic-Regression.ipynb │ └── Logistic-Regression-Programming-Assignment.ipynb ├── Lecture_6 ├── KNN-Programming-Exercise.ipynb ├── KNN.ipynb └── gene_expression.csv ├── Lecture_7 ├── 1-SVM-Classification.ipynb ├── 2-SVM-Regression.ipynb └── SVM-PROGRAMMING-EXERCISE.ipynb └── Lecture_8 ├── DECISION_TREE_PROGRAMMING_ASSIGNMENT.ipynb ├── Decision-Trees.ipynb └── Decision_Tree.pdf /.DS_Store: -------------------------------------------------------------------------------- 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